Bibliographic record
Abstract
Conciliation and mediation are the terms applied to the process of using a neutral to help facilitate an agreement between disputants. It differs from arbitration where the parties' selected neutral serves as an informal judge imposing a final and binding solution of the dispute. In collective bargaining in the U.S. and Canada, conciliation, or mediation is primarily used to resolve disputes of interest in reaching agreements, while arbitration is usually invoked to provide a final and binding resolution of rights disputes under those agreements. In the unorganized sector, mediation and arbitration are often incorporated into employer promulgated internal dispute resolution systems. Outside the U.S. and Canada labor disputes are resolved at the factory level through works councils, with Labor Courts offering final resolution on a wide array of workplace issues. Conciliation, as it is usually referred to outside the U.S. and Canada, is beginning to play an increasingly important role in resolving disputes which are scheduled for hearing before national labor courts. This paper provides an overview of the use of conciliation in 18 national labor court systems in Europe, Australia and Israel. All countries surveyed show an increasing reliance on conciliation either before or during the processing of labor court cases, with the conciliation being done by external conciliators, conciliators employed by the courts, or by the labor court judges themselves Conciliation has the benefit of helping the parties reach their own solution on issues which might go far beyond the matters to be litigated, a goal that is particularly desirable in ongoing employment relationships that will survive any immediate conflict. Additionally, it benefits the labor court system by reducing the ever increasing docket of cases, permitting judges to devote their limited time to the more complex and troublesome cases, while saving money and resources for all concerned Use of conciliation may also remove cases from litigation saving the parties and the courts additionally by obviating the need for time and money consuming litigation appeals. It could be argued that encouragement of conciliation may cost the parties for the services of a conciliator and may also deprive the court of the opportunity to make new law and precedents, but as the parties have always been encouraged to resolve their disputes on their own through negotiation, that precept should be equally applicable when the parties resort to the use of a facilitator to assist them in that effort. The paper explores the experience with mandatory rather than voluntary conciliation, conciliation conducted prior to or during litigation, the role of the judge in conciliation, the qualifications and training of conciliators, and relative benefits of facilitative, transformational or evaluative approaches by conciliators. The conclusion of the labor court judges who provided the reports is uniformly positive in that conciliation has helped the parties reach better resolution of their problems, has helped the labor courts in their administration of labor laws and has helped demonstrate to society the benefits of the process with its potential expansion to other areas of conflict.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.025 | 0.063 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.009 | 0.006 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.023 | 0.006 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".